{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.stats as stats\n",
    "import matplotlib.pyplot as plt\n",
    "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
    "from statsmodels.tsa.vector_ar.var_model import VAR\n",
    "\n",
    "import warnings\n",
    "warnings.simplefilter('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(15960, 6)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>BGT North of NE 70th Total</th>\n",
       "      <th>Ped South</th>\n",
       "      <th>Ped North</th>\n",
       "      <th>Bike North</th>\n",
       "      <th>Bike South</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-01-01 00:00:00</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-01-01 01:00:00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-01-01 02:00:00</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-01-01 03:00:00</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-01-01 04:00:00</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Date  BGT North of NE 70th Total  Ped South  Ped North  \\\n",
       "0 2014-01-01 00:00:00                        15.0        0.0        2.0   \n",
       "1 2014-01-01 01:00:00                         9.0        1.0        0.0   \n",
       "2 2014-01-01 02:00:00                         9.0        0.0        0.0   \n",
       "3 2014-01-01 03:00:00                        19.0        0.0        0.0   \n",
       "4 2014-01-01 04:00:00                        19.0        0.0        0.0   \n",
       "\n",
       "   Bike North  Bike South  \n",
       "0         2.0        11.0  \n",
       "1         1.0         7.0  \n",
       "2         0.0         9.0  \n",
       "3         0.0        19.0  \n",
       "4         0.0        19.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### READ DATA ###\n",
    "\n",
    "train_hours = 80*7*24  # weeks x hours x days\n",
    "test_hours = 15*7*24  # weeks x hours x days\n",
    "\n",
    "df = pd.read_csv('bike-and-ped-counter.csv.zip', nrows=train_hours+test_hours, parse_dates=['Date'])\n",
    "\n",
    "print(df.shape)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "### FILL NAN ###\n",
    "\n",
    "df['Ped South'] = df['Ped South'].groupby(df.Date.dt.hour).transform(lambda x: x.fillna(x.median()))\n",
    "df['Ped North'] = df['Ped North'].groupby(df.Date.dt.hour).transform(lambda x: x.fillna(x.median()))\n",
    "df['Bike South'] = df['Bike South'].groupby(df.Date.dt.hour).transform(lambda x: x.fillna(x.median()))\n",
    "df['Bike North'] = df['Bike North'].groupby(df.Date.dt.hour).transform(lambda x: x.fillna(x.median()))\n",
    "df['BGT North of NE 70th Total'] = df['Ped South'] + df['Ped North'] + df['Bike South'] + df['Bike North']\n",
    "\n",
    "df['Date'] = pd.to_datetime(df['Date'].dt.date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "### DAILY AGGREGATION ###\n",
    "\n",
    "df_day = pd.DataFrame()\n",
    "df_day['Ped South'] = df.groupby(df.Date)['Ped South'].sum()\n",
    "df_day['Ped North'] = df.groupby(df.Date)['Ped North'].sum()\n",
    "df_day['Bike South'] = df.groupby(df.Date)['Bike South'].sum()\n",
    "df_day['Bike North'] = df.groupby(df.Date)['Bike North'].sum()\n",
    "df_day['Total'] = df.groupby(df.Date)['BGT North of NE 70th Total'].sum()\n",
    "\n",
    "df_day.index = pd.DatetimeIndex(df_day.index.values, freq=df_day.index.inferred_freq)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23b93c60d30>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT DAILY DATA ###\n",
    "\n",
    "df_day.plot(figsize=(16,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(560, 5)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TRAIN SPLIT ###\n",
    "\n",
    "train = df_day[:(train_hours//24)].copy()\n",
    "\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23b942752b0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### TOTAL COUNT TRAIN AUTOCORR ###\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "pd.plotting.autocorrelation_plot(train['Total'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "### MONTHLY TRAIN MEAN ###\n",
    "\n",
    "month_mean_train = train.groupby(train.index.month).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "### REMOVE LONG TERM SEASONALITY FROM TRAIN ###\n",
    "\n",
    "train['Ped South'] = train.apply(lambda x: x['Ped South'] - month_mean_train['Ped South'][x.name.month], axis=1)\n",
    "train['Ped North'] = train.apply(lambda x: x['Ped North'] - month_mean_train['Ped North'][x.name.month], axis=1)\n",
    "train['Bike South'] = train.apply(lambda x: x['Bike South'] - month_mean_train['Bike South'][x.name.month], axis=1)\n",
    "train['Bike North'] = train.apply(lambda x: x['Bike North'] - month_mean_train['Bike North'][x.name.month], axis=1)\n",
    "train['Total'] = train.apply(lambda x: x['Total'] - month_mean_train['Total'][x.name.month], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23b94087828>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### TOTAL COUNT TRAIN AUTOCORR ###\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "pd.plotting.autocorrelation_plot(train['Total'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UNIVARIATE ANOMALY DETECTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "### TRAIN TEST SPLIT IN UNIVARIATE CASE ###\n",
    "\n",
    "train_uni = train['Total'].copy()\n",
    "test_uni = df_day['Total'][(train_hours//24):].copy()\n",
    "test_uni = test_uni - test_uni.index.month.map(month_mean_train['Total'])\n",
    "\n",
    "train.drop('Total', inplace=True, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BEST ORDER (6, 0, 5) BEST AIC: 8525.509345210252\n"
     ]
    }
   ],
   "source": [
    "### FIND BEST UNIVARIATE MODEL ###\n",
    "\n",
    "AIC = {}\n",
    "best_aic, best_order = np.inf, 0\n",
    "\n",
    "for p in range(6,9):\n",
    "    for q in range(0,10):\n",
    "\n",
    "        mod = SARIMAX(train_uni, order=(p,0,q), enforce_invertibility=False)\n",
    "        try:\n",
    "            res = mod.fit(disp=False)\n",
    "            AIC[(p,0,q)] = res.aic\n",
    "        except:\n",
    "            AIC[(p,0,q)] = np.inf\n",
    "            \n",
    "        if AIC[(p,0,q)] < best_aic:\n",
    "            best_aic = AIC[(p,0,q)]\n",
    "            best_order = (p,0,q)\n",
    "            \n",
    "print('BEST ORDER', best_order, 'BEST AIC:', best_aic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8525.509345210252"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TRAIN BEST UNIVARIATE MODEL ###\n",
    "\n",
    "mod = SARIMAX(train_uni, order=best_order, enforce_invertibility=False)\n",
    "res = mod.fit(disp=False)\n",
    "res.aic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PERFORMANCE OPTINAL MODEL ###\n",
    "\n",
    "res.plot_diagnostics(figsize=(18,10))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "### GET TRAIN FITTED VALUES ###\n",
    "\n",
    "predict = res.get_prediction()\n",
    "predicted_mean = predict.predicted_mean + predict.predicted_mean.index.month.map(month_mean_train['Total'])\n",
    "train_uni = train_uni + train_uni.index.month.map(month_mean_train['Total'])\n",
    "predict_ci = predict.conf_int(alpha=0.1)\n",
    "predict_ci['lower Total'] = predict_ci.apply(lambda x: x['lower Total'] + month_mean_train['Total'][x.name.month], axis=1)\n",
    "predict_ci['upper Total'] = predict_ci.apply(lambda x: x['upper Total'] + month_mean_train['Total'][x.name.month], axis=1)\n",
    "\n",
    "residuals_mean = res.resid.mean()\n",
    "residuals_std = res.resid.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x23b9a441ac8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TRAIN FITTED VALUES ###\n",
    "\n",
    "plt.figure(figsize=(15,6))\n",
    "\n",
    "plt.plot(train_uni, 'k.')\n",
    "plt.plot(predicted_mean, linestyle='--', linewidth=2, color='blue')\n",
    "plt.fill_between(predict_ci.index, predict_ci['lower Total'], predict_ci['upper Total'], alpha=0.6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "### ITERATIVE PREDICTIONS ON TEST DATA ###\n",
    "\n",
    "point_forecast = res.get_prediction(end=mod.nobs)\n",
    "point_ci = point_forecast.conf_int(alpha=0.1)\n",
    "\n",
    "mean_pred = {point_forecast.predicted_mean.index[-1]: point_forecast.predicted_mean[-1]}\n",
    "upper_pred = {point_ci.index[-1]: point_ci['upper Total'][-1]}\n",
    "lower_pred = {point_ci.index[-1]: point_ci['lower Total'][-1]}\n",
    "\n",
    "for t,row in test_uni[:-1].iteritems():\n",
    "    \n",
    "    row = pd.Series(row, index=[t])\n",
    "    res = res.extend(row)\n",
    "    point_forecast = res.get_prediction(1)\n",
    "    point_ci = point_forecast.conf_int(alpha=0.1)\n",
    "    \n",
    "    mean_pred[point_forecast.predicted_mean.index[0]] = point_forecast.predicted_mean.values[0]\n",
    "    upper_pred[point_ci.index[0]] = point_ci['upper Total'][0]\n",
    "    lower_pred[point_ci.index[0]] = point_ci['lower Total'][0]\n",
    "    \n",
    "mean_pred = pd.Series(mean_pred)\n",
    "upper_pred = pd.Series(upper_pred)\n",
    "lower_pred = pd.Series(lower_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x23b9a0aa2e8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### TEST RESIDUALS ANALYSIS ###\n",
    "\n",
    "alpha = 0.01\n",
    "upper = stats.norm.ppf(1 - alpha/2)\n",
    "lower = stats.norm.ppf(alpha/2)\n",
    "\n",
    "residuals_test = test_uni - residuals_mean\n",
    "residuals_test = (residuals_test - residuals_mean) / residuals_std\n",
    "\n",
    "plt.figure(figsize=(15,6))\n",
    "plt.plot(residuals_test)\n",
    "plt.ylabel('resid')\n",
    "plt.axhline(upper, c='red', linestyle='--')\n",
    "plt.axhline(lower, c='red', linestyle='--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "### REVERSE SCALING TEST ITERATIVE PREDICTIONS ###\n",
    "\n",
    "mean_pred = mean_pred + mean_pred.index.month.map(month_mean_train['Total'])\n",
    "upper_pred = upper_pred + upper_pred.index.month.map(month_mean_train['Total'])\n",
    "lower_pred = lower_pred + lower_pred.index.month.map(month_mean_train['Total'])\n",
    "test_uni = test_uni + test_uni.index.month.map(month_mean_train['Total'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PolyCollection at 0x23b9a18aa58>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TEST ITERATIVE PREDICTIONS ###\n",
    "\n",
    "plt.figure(figsize=(15,6))\n",
    "\n",
    "plt.plot(test_uni, 'k.')\n",
    "plt.plot(mean_pred, linestyle='--', linewidth=2, color='blue')\n",
    "plt.fill_between(mean_pred.index, lower_pred, upper_pred, alpha=0.6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MULTIVARIATE ANOMALY DETECTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "BEST ORDER 7 BEST AIC: 34.896281239608705\n"
     ]
    }
   ],
   "source": [
    "### FIND BEST MULTIVARIATE MODEL ###\n",
    "\n",
    "AIC = {}\n",
    "best_aic, best_order = np.inf, 0\n",
    "\n",
    "for i in range(1,50):\n",
    "    model = VAR(endog=train)\n",
    "    var_result = model.fit(maxlags=i)\n",
    "    AIC[i] = var_result.aic\n",
    "    \n",
    "    if AIC[i] < best_aic:\n",
    "        best_aic = AIC[i]\n",
    "        best_order = i\n",
    "        \n",
    "print('BEST ORDER', best_order, 'BEST AIC:', best_aic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "34.896281239608705"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TRAIN BEST MULTIVARIATE MODEL ###\n",
    "\n",
    "var = VAR(endog=train)\n",
    "var_result = var.fit(maxlags=best_order)\n",
    "\n",
    "var_result.aic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "### COMPUTE TRAIN T2 METRIC ###\n",
    "\n",
    "residuals_mean = var_result.resid.values.mean(axis=0)\n",
    "residuals_std = var_result.resid.values.std(axis=0)\n",
    "\n",
    "residuals = (var_result.resid.values - residuals_mean) / residuals_std\n",
    "cov_residuals = np.linalg.inv(np.cov(residuals.T))\n",
    "\n",
    "T = np.diag((residuals).dot(cov_residuals).dot(residuals.T))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.511575593053317"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### COMPUTE UCL ###\n",
    "\n",
    "m = var_result.nobs\n",
    "p = var_result.resid.shape[-1]\n",
    "alpha = 0.01\n",
    "\n",
    "UCL = stats.f.ppf(1-alpha, dfn=p, dfd=m-p) *(p*(m+1)*(m-1)/(m*m-m*p))\n",
    "UCL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x23b9a1ce470>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TRAIN T2 METRIC ###\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(train.index[best_order:], T)\n",
    "plt.ylabel('T-squared')\n",
    "plt.axhline(UCL, c='red', linestyle='--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(112, 4)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### TEST SPLIT IN MULTIVARIATE CASE ###\n",
    "\n",
    "test = df_day[(train_hours//24-best_order):].copy()\n",
    "test.drop('Total', inplace=True, axis=1)\n",
    "\n",
    "test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "### REMOVE LONG TERM SEASONALITY FROM TEST ###\n",
    "\n",
    "test['Ped South'] = test.apply(lambda x: x['Ped South'] - month_mean_train['Ped South'][x.name.month], axis=1)\n",
    "test['Ped North'] = test.apply(lambda x: x['Ped North'] - month_mean_train['Ped North'][x.name.month], axis=1)\n",
    "test['Bike South'] = test.apply(lambda x: x['Bike South'] - month_mean_train['Bike South'][x.name.month], axis=1)\n",
    "test['Bike North'] = test.apply(lambda x: x['Bike North'] - month_mean_train['Bike North'][x.name.month], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(105, 4)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### ITERATIVE PREDICTIONS ON TEST DATA ###\n",
    "\n",
    "pred = []\n",
    "\n",
    "for i in range(best_order, len(test)):\n",
    "    \n",
    "    pred.append(var_result.forecast(test.iloc[i-best_order:i].values, steps=1))\n",
    "    \n",
    "pred = np.vstack(pred)\n",
    "pred.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "### COMPUTE TEST T2 METRIC ###\n",
    "\n",
    "residuals_test = test.iloc[best_order:].values - pred\n",
    "residuals_test = (residuals_test - residuals_mean) / residuals_std\n",
    "\n",
    "T_test = np.diag((residuals_test).dot(cov_residuals).dot(residuals_test.T))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x23b9a267f28>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TEST T2 METRIC ###\n",
    "\n",
    "plt.figure(figsize=(16,6))\n",
    "plt.plot(test.iloc[best_order:].index, T_test)\n",
    "plt.ylabel('T-squared')\n",
    "plt.axhline(UCL, c='red', linestyle='--')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:tensorflow2]",
   "language": "python",
   "name": "conda-env-tensorflow2-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
